GLM 4.6V

by Z.ai

GLM 4.6V is Zhipu's next-generation vision-language model on a 106-billion-parameter MoE architecture (9-billion-parameter Flash variant also available) tuned for multimodal reasoning at scale. With a 128K context window, it adds native multimodal function calling, letting images, screenshots, and document pages pass directly as tool parameters without intermediate text conversion, which simplifies agentic integration. The model targets visual document understanding, chart parsing, GUI automation, and spatial reasoning, with improved grounding and long-document comprehension over GLM-4.5V. Its 128K context can hold roughly 150 pages of dense documents, around 200 slides, or about an hour of video in a single pass, and it handles images, video, and mixed-media documents together. Released December 2025 under an MIT license, GLM 4.6V suits developers building document intelligence platforms, web automation, accessibility tools, and vision-driven agents that need both extended context and tool-driven reasoning. The 9B GLM-4.6V-Flash variant offers a lighter option for cost-sensitive deployment.

Key info

Input
Output
Features
Context window
131K
Max output
33K
Input price
$0.30 /1M
Output price
$0.90 /1M
  • US residency available
  • Zero data retention via Enterprise
  • No training by default
  • GDPR DPA available

Available routes

GLM 4.6V runs on 1 route through the Opper gateway. Compare residency, ZDR, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
USEnterpriseNo$0.30$0.90

Training posture across routes: No training on prompts by default.

Data handling per route

Each route hosting GLM 4.6V has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

Novita β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
SCCs

Benchmarks

Independent benchmark scores β€” composite indices for reasoning, coding, and math, plus individual eval scores where available.

Global rank#310 of 534 LLMs
TierEfficient
Output speed52 tok/s
First token1.16s
Intelligence Index11.0
Math Index26.3
Reasoning & knowledge
MMLU-Pro
75%
GPQA Diamond
57%
Humanity's Last Exam
4%
Long-context reasoning
12%
Coding
LiveCodeBench
41%
SciCode
27%
Agentic & tool use
Terminal-Bench Hard
3%
τ²-Bench Telecom
31%
Math & instruction following
AIME 2025
26%
IFBench
28%

Get started

Call GLM 4.6V through the Opper gateway with one API key. Let your coding agent set it up, or call it directly β€” Opper is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into your coding agent β€” Claude Code, Cursor, Codex, and more β€” and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.click/v3/compat",
});
const completion = await client.chat.completions.create({
model: "novita/zai-org/glm-4.6v",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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Side-by-side on privacy, EU hosting, pricing, and benchmarks.

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GLM 4.6V by Z.ai β€” pricing, benchmarks | Opper AI